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Search results for monte carlo

363 search results found

Stock Prediction Models ⭐ 6,233

Gathers machine learning and deep learning models for Stock forecasting including trading bots and simulations

Finquant ⭐ 1,061

A program for financial portfolio management, analysis and optimisation.

c-ray is a small, simple path tracer written in C

Hanabi Learning Environment ⭐ 597

hanabi_learning_environment is a research platform for Hanabi experiments.

Hands On Reinforcement Learning With Python ⭐ 596

Master Reinforcement and Deep Reinforcement Learning using OpenAI Gym and TensorFlow

Bda_r_demos ⭐ 538

Bayesian Data Analysis demos for R

Awesome Monte Carlo Tree Search Papers ⭐ 537

A curated list of Monte Carlo tree search papers with implementations.

Monte Carlo Tree Search ⭐ 439

Monte carlo tree search in python

Particles ⭐ 351

Sequential Monte Carlo in python

Dynesty ⭐ 323

Dynamic Nested Sampling package for computing Bayesian posteriors and evidences

Alpha Zero Gomoku ⭐ 303

A Multi-threaded Implementation of AlphaZero

Public-domain Python library for flashcard quiz scheduling using Bayesian statistics. (JavaScript, Java, Dart, and other ports available!)

WebGL2.0 3D Engine - Global Illumination - RayTracing

Open-Source Framework for Development, Simulation and Benchmarking of Behavior Planning Algorithms for Autonomous Driving

Examples ⭐ 265

Fortran and Python examples to accompany the book "Computer Simulation of Liquids" by Michael P. Allen and Dominic J. Tildesley (2nd edition, Oxford University Press, 2017). Use the "Code" button, or follow the "Releases" link below.

Diffusion Classifier ⭐ 255

Diffusion Classifier leverages pretrained diffusion models to perform zero-shot classification without additional training

Montecarlomeasurements.jl ⭐ 247

Propagation of distributions by Monte-Carlo sampling: Real number types with uncertainty represented by samples.

Dynamichmc.jl ⭐ 235

Implementation of robust dynamic Hamiltonian Monte Carlo methods (NUTS) in Julia.

UQpy (Uncertainty Quantification with python) is a general purpose Python toolbox for modeling uncertainty in physical and mathematical systems.

Hearthstone Ai ⭐ 202

A Hearthstone AI based on Monte Carlo tree search and neural nets written in modern C++.

Tensormol ⭐ 190

Tensorflow + Molecules = TensorMol

Pymultinest ⭐ 185

Pythonic Bayesian inference and visualization for the MultiNest Nested Sampling Algorithm and PyCuba's cubature algorithms.

TensorFlow implementation for training MCMC samplers from the paper: Generalizing Hamiltonian Monte Carlo with Neural Network

Bayesian Collaborative Denoiser for Monte Carlo Rendering

Montecarlo.jl ⭐ 157

Classical and quantum Monte Carlo simulations in Julia

Overlap_localization ⭐ 155

chen2020iros: Learning an Overlap-based Observation Model for 3D LiDAR Localization.

Biosteam ⭐ 150

The Biorefinery Simulation and Techno-Economic Analysis Modules; Life Cycle Assessment; Chemical Process Simulation Under Uncertainty

Giraffe ⭐ 147

Distributed Monte Carlo Path Tracer 分布蒙特卡洛路径追踪器

Miragerender ⭐ 144

a 3D renderer written in C++

Monte Carlo Ray Tracer ⭐ 141

Physically based renderer with Path Tracing and Photon Mapping.

Samplinsafari ⭐ 139

Samplin' Safari is a research tool to visualize and interactively inspect high-dimensional (quasi) Monte Carlo samplers.

Alphax Nasbench101 ⭐ 138

Neural Architecture Search using Deep Neural Network and Monte Carlo Tree Search

Python Implementations of Monte Carlo Tree Search

Board game AI implementations using Monte Carlo Tree Search

Path Tracer ⭐ 131

Simple monte carlo path tracer in C++

Drug Computing ⭐ 131

Educational materials for, and related to, UC Irvine's Drug Discovery Computing Techniques course (PharmSci 175/275), currently taught by David Mobley.

Volesti ⭐ 128

Practical volume computation and sampling in high dimensions

Monte Carlo Tree Search ⭐ 125

Monte Carlo Tree Search with UCT with a couple of example games.

An implementation of Monte Carlo Tree Search in python

Latticeqcd.jl ⭐ 120

A native Julia code for lattice QCD with dynamical fermions in 4 dimension.

Ultranest ⭐ 119

Fit and compare complex models reliably and rapidly. Advanced nested sampling.

Proj_option_pricing_matlab ⭐ 115

Quant Option Pricing - Exotic/Vanilla: Barrier, Asian, European, American, Parisian, Lookback, Cliquet, Variance Swap, Swing, Forward Starting, Step, Fader

Universal extensible molecular simulation engine

Paramonte ⭐ 112

ParaMonte: Plain Powerful Parallel Monte Carlo and MCMC Library for Python, MATLAB, Fortran, C++, C.

Monte Carlo eXtreme (MCX) - GPU-accelerated photon transport simulator

Generates and evaluates D, I, A, Alias, E, T, G, and custom optimal designs. Supports generation and evaluation of mixture and split/split-split/N-split plot designs. Includes parametric and Monte Carlo power evaluation functions. Provides a framework to evaluate power using functions provided in other packages or written by the user.

Mabalgs ⭐ 100

👤 Multi-Armed Bandit Algorithms Library (MAB) 👮

Monte Carlo Tree Search ⭐ 95

Library for running a Monte Carlo tree search, either traditionally or with expert policies

Monte_carlo_ray_tracer ⭐ 90

A program with an implemented Monte Carlo Ray Tracer algorithm for global illumination of a virtual 3D scene.

Ogm2pgbm ⭐ 89

Robust BIM-based 2D-LiDAR Localization for Lifelong Indoor Navigation in Changing and Dynamic Environments

Pandas Montecarlo ⭐ 85

A lightweight Python library for running simple Monte Carlo Simulations on Pandas Series data

Machine Learning Numpy ⭐ 84

Gathers Machine learning models using pure Numpy to cover feed-forward, RNN, CNN, clustering, MCMC, timeseries, tree-based, and so much more!

Aleatory ⭐ 83

📦 Python library for Stochastic Processes Simulation and Visualisation

Molecule Design using Monte Carlo Tree Search with Neural Rollout

Use Python like a spreadsheet!

Hitchhikersscatter ⭐ 76

Codebase to accompany the book: A Hitchhiker’s Guide to Multiple Scattering

Sobol.jl ⭐ 74

generation of Sobol low-discrepancy sequence (LDS) for the Julia language

Monte Carlo and Molecular Dynamics Simulation Package

Gradient Mts ⭐ 74

A collection of gradient-domain light transport algorithms implemented with Mitsuba

Rl Course Experiments ⭐ 73

Alpha_sigma ⭐ 72

A pytorch based Gomoku game model. Alpha Zero algorithm based reinforcement Learning and Monte Carlo Tree Search model.

Monte Carlo Tree Search for Markov decision processes using the POMDPs.jl framework

physics meets neural networks

Slitherin ⭐ 70

AI research environment for the game of Snake 🐍 .

Python Qinfer ⭐ 69

Library for Bayesian inference via sequential Monte Carlo for quantum parameter estimation.

Puzzle_cube ⭐ 66

Solving the Rubik's cube with deep reinforcement learning and Monte Carlo tree search

Mersenne Twister ⭐ 65

This Mersenne Twister is a fast pseudo-random number generator (PRNG) in C++

Quantify uncertainty and sensitivities in your computer models with an industry-grade Monte Carlo library.

L2hmc Qcd ⭐ 60

Application of the L2HMC algorithm to simulations in lattice QCD.

GOMC - GPU Optimized Monte Carlo is a parallel molecular simulation code designed for high-performance simulation of large systems

Sample-based Monte Carlo Denoising using a Kernel-Splatting Network [Siggraph 2019]

C++ implementations of Counterfactual Regret Minimization and Monte Carlo CFR

Tiny Path ⭐ 54

An instructive one-file Ruby path tracer

Qmcsoftware ⭐ 51

Statistical Mechanics on Lattices

Pomcpow.jl ⭐ 49

Online solver based on Monte Carlo tree search for POMDPs with continuous state, action, and observation spaces.

Celeritas ⭐ 49

Celeritas is a new Monte Carlo transport code designed for high-performance simulation of high-energy physics detectors.

Mcts Agent Python ⭐ 48

Monte Carlo Tree Search (MCTS) is a method for finding optimal decisions in a given domain by taking random samples in the decision space and building a search tree accordingly. It has already had a profound impact on Artificial Intelligence (AI) approaches for domains that can be represented as trees of sequential decisions, particularly games and planning problems. In this project I used a board game called "HEX" as a platform to test different simulation strategies in MCTS field.

Serpent Tools ⭐ 48

A suite of parsers designed to make interacting with SERPENT output files simple and flawless

Nqcdynamics.jl ⭐ 48

Fast and flexible nonadiabatic molecular dynamics in Julia!

Ase_exploration ⭐ 47

Planning for robotic exploration based on forward simulation

Exproptimization.jl ⭐ 42

Algorithms for optimization of Julia expressions

A Monte Carlo molecular simulation software especially suited for materials simulations with polarizable models

An Python N-in-Row game based on Monte Carlo Tree Search and UCT RAVE

Generating Deep Potential with Python

Moer Lite ⭐ 41

面向教学的蒙特卡洛路径追踪（Monte Carlo Path Tracing）渲染框架

A simple Monte Carlo Tree Search library

kMC on steroids: A vigorous attempt to make lattice kinetic Monte Carlo modelling easier

Mc Tools ⭐ 39

Some Monte Carlo tools

A bot that can play any two-player game, based on Monte-Carlo Tree Search (MCTS)

Mcs_kfold ⭐ 39

mcs_kfold stands for "monte carlo stratified k fold". This library attempts to achieve equal distribution of discrete/categorical variables in all folds. The greatest advantage of this method is that it can be applied to multi-dimensional targets.

Monte Carlo eXtreme for OpenCL (MCXCL)

Fast stochastic simulator for chemical reaction networks

Basic_pathtracer ⭐ 38

A basic GPU pathtracer in unity

Hamiltonian Monte Carlo ⭐ 37

Implementation of Hamiltonian Monte Carlo using Google's TensorFlow

Numcosmo ⭐ 37

NumCosmo main code

PyTorch implementation of Bidirectional Monte Carlo, Annealed Importance Sampling, and Hamiltonian Monte Carlo

Wobtoolbox ⭐ 37

Author's implementation of SIGGRAPH 2023 paper, "A Practical Walk-on-Boundary Method for Boundary Value Problems"

Various C# implementations of game AI

Variational Smc ⭐ 35

Reference implementation of variational sequential Monte Carlo proposed by Naesseth et al. "Variational Sequential Monte Carlo" (2018)

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